Publication details for Dr Ioannis IvrissimtzisKaye, David & Ivrissimtzis, Ioannis (2015), Mesh Alignment using Grid based PCA, in Braz, José, Pettré, Julien & Richard, Paul eds, 10th International Conference on Computer Graphics Theory and Applications (VISIGRAPP 2015). Berlin, Germany, SciTePress, 174-181.
- Publication type: Conference Paper
- ISSN/ISBN: 9789897580871 (print)
- DOI: 10.5220/0005313801740181
- Further publication details on publisher web site
- Durham Research Online (DRO) - may include full text
Author(s) from Durham
We present an algorithm for mesh alignment by performing Principal Components Analysis (PCA) on a set of nodes of a regular 3D grid. The use of a 3D lattice external to both inputs increases the robustness of PCA, particularly when dealing with meshes of different and possibly uneven vertex density. The proposed algorithm was tested on meshes that have undergone standard mesh processing operations such as smoothing, simplification and remeshing. In several cases the results indicate an improved robustness compared to performing PCA directly on mesh vertices.
Conference date: 11-14 March 2015